{"id":"W2771216965","doi":"10.1111/tmi.13025","title":"Predictive value of C‐reactive protein for tuberculosis, bloodstream infection or death among HIV‐infected individuals with chronic, non‐specific symptoms and negative sputum smear microscopy","year":2017,"lang":"en","type":"article","venue":"Tropical Medicine & International Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto; Health Sciences Centre; University of British Columbia","funders":"International Union Against Tuberculosis and Lung Disease; Wellcome Trust; Wellcome; United States Agency for International Development","keywords":"Sputum; Tuberculosis; Medicine; Human immunodeficiency virus (HIV); Predictive value; Immunology; Virology; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004667928,0.0003099609,0.0009443001,0.0002834322,0.0003084895,0.00002471017,0.0002149607,0.0001883739,0.0001095079],"category_scores_gemma":[0.001919565,0.0001964977,0.00009426463,0.0001090077,0.001008986,0.0002352133,0.0001027753,0.0005664568,0.000004339131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005973358,"about_ca_system_score_gemma":0.000544488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004481295,"about_ca_topic_score_gemma":0.0005223012,"domain_scores_codex":[0.9973798,0.0001950665,0.0006886334,0.0005995719,0.0005896105,0.0005472722],"domain_scores_gemma":[0.9972754,0.000620979,0.0006338611,0.0004075837,0.0005588768,0.000503315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003890823,0.0004451933,0.9833835,0.0003787847,0.0008360045,0.00001297136,0.0004695623,0.000007776288,0.001866321,0.002360606,0.001388116,0.004960362],"study_design_scores_gemma":[0.008794425,0.01576049,0.9663332,0.001928765,0.0001146587,0.00007254217,0.0000615416,0.001906447,0.003263305,0.0003717472,0.00124565,0.0001472254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724042,0.0001771195,0.0047609,0.01874994,0.000197541,0.002889762,0.0001672519,0.0000461607,0.000607109],"genre_scores_gemma":[0.9948148,0.0005252665,0.002458148,0.0003838089,0.001003288,0.0004090172,0.0001680987,0.00003777652,0.0001997773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02241061,"threshold_uncertainty_score":0.8012941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627231756275207,"score_gpt":0.375238087807331,"score_spread":0.3489657702445789,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}